Energy Management System

Home assistant home battery simulator - allows you to model how much energy you would save with a home battery

An open source, Python-based software platform for energy storage simulation and analysis developed by Sandia National Laboratories.

An open source playground energy storage environment to explore reinforcement learning and model predictive control.

Final Project for AA 222: Engineering Design Optimization: Multi-Objective Optimization for Sizing and Control of Microgrid Energy Storage

OpenTerrace: A fast, flexible and extendable Python framework for packed bed thermal energy storage simulations

QuESt Planning is a long-term power system capacity expansion planning model that identifies cost-optimal energy storage, generation, and transmission investments and evaluates a broad range of energy storage technologies.

Energy storage, PV(renewable) generation, Grid Optimization

Professional Battery RUL Prediction System with Advanced Machine Learning - Predicting Remaining Useful Life (RUL) and State of Performance (SOP) of lithium-ion batteries using LSTM, Transformer, and Ensemble models with 95%+ accuracy. Features real-time analytics dashboard, REST API, and production-ready deployment.

Final Project for AA 228: Decision-Making under Uncertainty: Decision-Making Towards a Multi-Use Framework for Grid-Scale Energy Storage

🔋 Home Assistant integration for local control of Marstek battery energy storage systems

Microgrid Value Stream Optimization Linear Program

PyLESA: A Python modelling tool for planning-level Local, integrated, and smart Energy Systems Analysis. To cite this software publication: https://www.sciencedirect.com/science/article/pii/S2352711021000443

A deep learning framework for estimating battery State of Charge (SoC) using ultrasonic waveforms and waveform images. This repository includes spectrogram/image generation, multimodal neural network models, and evaluation tools developed at WMG in collaboration with Imperial College London.

Read-only HTTP REST API server for Victron Venus OS devices, enabling AI agents to monitor and diagnose solar/battery systems at scale.

Interface for coupled simulation of geological energy storage and power plant model

Home assistant home battery simulator - allows you to model how much energy you would save with a home battery

Open-source 16.7 kWh phase-change thermal energy storage system for building electrification

This repository includes files to build the electronics and software for converting a standard accumulator to a smart heat battery

Home Assistant custom component for Pylontech BMS monitoring